Overview
Brought to you by YData
Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 3840312 |
| Missing cells | 5877356 |
| Missing cells (%) | 6.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 875.7 MiB |
| Average record size in memory | 239.1 B |
Variable types
| Numeric | 22 |
|---|---|
| Categorical | 1 |
AMT_BALANCE is highly overall correlated with AMT_DRAWINGS_CURRENT and 7 other fields | High correlation |
AMT_DRAWINGS_ATM_CURRENT is highly overall correlated with AMT_DRAWINGS_CURRENT and 2 other fields | High correlation |
AMT_DRAWINGS_CURRENT is highly overall correlated with AMT_BALANCE and 6 other fields | High correlation |
AMT_DRAWINGS_OTHER_CURRENT is highly overall correlated with CNT_DRAWINGS_OTHER_CURRENT | High correlation |
AMT_DRAWINGS_POS_CURRENT is highly overall correlated with AMT_DRAWINGS_CURRENT and 2 other fields | High correlation |
AMT_INST_MIN_REGULARITY is highly overall correlated with AMT_BALANCE and 5 other fields | High correlation |
AMT_PAYMENT_CURRENT is highly overall correlated with AMT_BALANCE and 5 other fields | High correlation |
AMT_PAYMENT_TOTAL_CURRENT is highly overall correlated with AMT_BALANCE and 5 other fields | High correlation |
AMT_RECEIVABLE_PRINCIPAL is highly overall correlated with AMT_BALANCE and 7 other fields | High correlation |
AMT_RECIVABLE is highly overall correlated with AMT_BALANCE and 5 other fields | High correlation |
AMT_TOTAL_RECEIVABLE is highly overall correlated with AMT_BALANCE and 5 other fields | High correlation |
CNT_DRAWINGS_ATM_CURRENT is highly overall correlated with AMT_DRAWINGS_ATM_CURRENT and 2 other fields | High correlation |
CNT_DRAWINGS_CURRENT is highly overall correlated with AMT_BALANCE and 6 other fields | High correlation |
CNT_DRAWINGS_OTHER_CURRENT is highly overall correlated with AMT_DRAWINGS_OTHER_CURRENT | High correlation |
CNT_DRAWINGS_POS_CURRENT is highly overall correlated with AMT_DRAWINGS_CURRENT and 2 other fields | High correlation |
SK_DPD is highly overall correlated with SK_DPD_DEF | High correlation |
SK_DPD_DEF is highly overall correlated with SK_DPD | High correlation |
NAME_CONTRACT_STATUS is highly imbalanced (91.2%) | Imbalance |
AMT_DRAWINGS_ATM_CURRENT has 749816 (19.5%) missing values | Missing |
AMT_DRAWINGS_OTHER_CURRENT has 749816 (19.5%) missing values | Missing |
AMT_DRAWINGS_POS_CURRENT has 749816 (19.5%) missing values | Missing |
AMT_INST_MIN_REGULARITY has 305236 (7.9%) missing values | Missing |
AMT_PAYMENT_CURRENT has 767988 (20.0%) missing values | Missing |
CNT_DRAWINGS_ATM_CURRENT has 749816 (19.5%) missing values | Missing |
CNT_DRAWINGS_OTHER_CURRENT has 749816 (19.5%) missing values | Missing |
CNT_DRAWINGS_POS_CURRENT has 749816 (19.5%) missing values | Missing |
CNT_INSTALMENT_MATURE_CUM has 305236 (7.9%) missing values | Missing |
AMT_DRAWINGS_OTHER_CURRENT is highly skewed (γ1 = 50.57035044) | Skewed |
CNT_DRAWINGS_OTHER_CURRENT is highly skewed (γ1 = 26.3238188) | Skewed |
SK_DPD_DEF is highly skewed (γ1 = 89.83043358) | Skewed |
AMT_BALANCE has 2156420 (56.2%) zeros | Zeros |
AMT_CREDIT_LIMIT_ACTUAL has 753823 (19.6%) zeros | Zeros |
AMT_DRAWINGS_ATM_CURRENT has 2665718 (69.4%) zeros | Zeros |
AMT_DRAWINGS_CURRENT has 3223443 (83.9%) zeros | Zeros |
AMT_DRAWINGS_OTHER_CURRENT has 3078163 (80.2%) zeros | Zeros |
AMT_DRAWINGS_POS_CURRENT has 2825595 (73.6%) zeros | Zeros |
AMT_INST_MIN_REGULARITY has 1928864 (50.2%) zeros | Zeros |
AMT_PAYMENT_CURRENT has 390507 (10.2%) zeros | Zeros |
AMT_PAYMENT_TOTAL_CURRENT has 2172223 (56.6%) zeros | Zeros |
AMT_RECEIVABLE_PRINCIPAL has 2296167 (59.8%) zeros | Zeros |
AMT_RECIVABLE has 2113816 (55.0%) zeros | Zeros |
AMT_TOTAL_RECEIVABLE has 2113643 (55.0%) zeros | Zeros |
CNT_DRAWINGS_ATM_CURRENT has 2665718 (69.4%) zeros | Zeros |
CNT_DRAWINGS_CURRENT has 3229952 (84.1%) zeros | Zeros |
CNT_DRAWINGS_OTHER_CURRENT has 3077688 (80.1%) zeros | Zeros |
CNT_DRAWINGS_POS_CURRENT has 2825594 (73.6%) zeros | Zeros |
CNT_INSTALMENT_MATURE_CUM has 551467 (14.4%) zeros | Zeros |
SK_DPD has 3686957 (96.0%) zeros | Zeros |
SK_DPD_DEF has 3750972 (97.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-02-02 10:18:33.802325 |
|---|---|
| Analysis finished | 2025-02-02 10:38:18.289621 |
| Duration | 19 minutes and 44.49 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
SK_ID_PREV
Real number (ℝ)
| Distinct | 104307 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1904503.6 |
| Minimum | 1000018 |
|---|---|
| Maximum | 2843496 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 1000018 |
|---|---|
| 5-th percentile | 1082648 |
| Q1 | 1434385 |
| median | 1897122 |
| Q3 | 2369327.8 |
| 95-th percentile | 2748797 |
| Maximum | 2843496 |
| Range | 1843478 |
| Interquartile range (IQR) | 934942.75 |
Descriptive statistics
| Standard deviation | 536469.47 |
|---|---|
| Coefficient of variation (CV) | 0.28168467 |
| Kurtosis | -1.2196066 |
| Mean | 1904503.6 |
| Median Absolute Deviation (MAD) | 469296 |
| Skewness | 0.038385485 |
| Sum | 7.313888 × 1012 |
| Variance | 2.8779949 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2377894 | 96 | < 0.1% |
| 2581635 | 96 | < 0.1% |
| 1130707 | 96 | < 0.1% |
| 1602951 | 96 | < 0.1% |
| 2775491 | 96 | < 0.1% |
| 1079971 | 96 | < 0.1% |
| 1184786 | 96 | < 0.1% |
| 2817372 | 96 | < 0.1% |
| 1017996 | 96 | < 0.1% |
| 2567670 | 96 | < 0.1% |
| Other values (104297) | 3839352 |
| Value | Count | Frequency (%) |
| 1000018 | 5 | < 0.1% |
| 1000030 | 8 | < 0.1% |
| 1000031 | 16 | < 0.1% |
| 1000035 | 5 | < 0.1% |
| 1000077 | 11 | < 0.1% |
| 1000083 | 13 | < 0.1% |
| 1000087 | 32 | < 0.1% |
| 1000089 | 5 | < 0.1% |
| 1000094 | 88 | |
| 1000096 | 96 |
| Value | Count | Frequency (%) |
| 2843496 | 15 | < 0.1% |
| 2843493 | 15 | < 0.1% |
| 2843478 | 90 | |
| 2843477 | 85 | |
| 2843476 | 95 | |
| 2843461 | 73 | |
| 2843448 | 39 | |
| 2843423 | 22 | < 0.1% |
| 2843414 | 95 | |
| 2843413 | 96 |
SK_ID_CURR
Real number (ℝ)
| Distinct | 103558 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 278324.21 |
| Minimum | 100006 |
|---|---|
| Maximum | 456250 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 100006 |
|---|---|
| 5-th percentile | 118195 |
| Q1 | 189517 |
| median | 278396 |
| Q3 | 367580 |
| 95-th percentile | 438161 |
| Maximum | 456250 |
| Range | 356244 |
| Interquartile range (IQR) | 178063 |
Descriptive statistics
| Standard deviation | 102704.48 |
|---|---|
| Coefficient of variation (CV) | 0.36901021 |
| Kurtosis | -1.1994752 |
| Mean | 278324.21 |
| Median Absolute Deviation (MAD) | 89029 |
| Skewness | -0.0018338367 |
| Sum | 1.0688518 × 1012 |
| Variance | 1.0548209 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 186401 | 192 | < 0.1% |
| 311118 | 178 | < 0.1% |
| 120076 | 140 | < 0.1% |
| 128827 | 129 | < 0.1% |
| 191826 | 128 | < 0.1% |
| 432607 | 128 | < 0.1% |
| 246089 | 128 | < 0.1% |
| 264667 | 127 | < 0.1% |
| 116448 | 127 | < 0.1% |
| 173773 | 127 | < 0.1% |
| Other values (103548) | 3838908 |
| Value | Count | Frequency (%) |
| 100006 | 6 | < 0.1% |
| 100011 | 74 | |
| 100013 | 96 | |
| 100021 | 17 | < 0.1% |
| 100023 | 8 | < 0.1% |
| 100028 | 49 | |
| 100036 | 12 | < 0.1% |
| 100042 | 84 | |
| 100043 | 33 | < 0.1% |
| 100047 | 36 | < 0.1% |
| Value | Count | Frequency (%) |
| 456250 | 12 | < 0.1% |
| 456248 | 23 | < 0.1% |
| 456247 | 95 | |
| 456246 | 8 | < 0.1% |
| 456244 | 41 | |
| 456242 | 8 | < 0.1% |
| 456241 | 33 | < 0.1% |
| 456239 | 88 | |
| 456237 | 15 | < 0.1% |
| 456236 | 94 |
MONTHS_BALANCE
Real number (ℝ)
| Distinct | 96 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -34.521921 |
| Minimum | -96 |
|---|---|
| Maximum | -1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3840312 |
| Negative (%) | 100.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | -96 |
|---|---|
| 5-th percentile | -84 |
| Q1 | -55 |
| median | -28 |
| Q3 | -11 |
| 95-th percentile | -3 |
| Maximum | -1 |
| Range | 95 |
| Interquartile range (IQR) | 44 |
Descriptive statistics
| Standard deviation | 26.667751 |
|---|---|
| Coefficient of variation (CV) | -0.77248747 |
| Kurtosis | -0.85615161 |
| Mean | -34.521921 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | -0.59804009 |
| Sum | -1.3257495 × 108 |
| Variance | 711.16894 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -4 | 102115 | 2.7% |
| -5 | 100546 | 2.6% |
| -3 | 100355 | 2.6% |
| -6 | 98577 | 2.6% |
| -7 | 95332 | 2.5% |
| -2 | 94643 | 2.5% |
| -8 | 91419 | 2.4% |
| -9 | 86842 | 2.3% |
| -10 | 82525 | 2.1% |
| -11 | 78441 | 2.0% |
| Other values (86) | 2909517 |
| Value | Count | Frequency (%) |
| -96 | 11722 | |
| -95 | 12521 | |
| -94 | 13397 | |
| -93 | 14197 | |
| -92 | 14911 | |
| -91 | 15656 | |
| -90 | 16385 | |
| -89 | 17088 | |
| -88 | 17806 | |
| -87 | 18465 |
| Value | Count | Frequency (%) |
| -1 | 62356 | |
| -2 | 94643 | |
| -3 | 100355 | |
| -4 | 102115 | |
| -5 | 100546 | |
| -6 | 98577 | |
| -7 | 95332 | |
| -8 | 91419 | |
| -9 | 86842 | |
| -10 | 82525 |
AMT_BALANCE
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1347904 |
|---|---|
| Distinct (%) | 35.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58300.155 |
| Minimum | -420250.18 |
|---|---|
| Maximum | 1505902.2 |
| Zeros | 2156420 |
| Zeros (%) | 56.2% |
| Negative | 2345 |
| Negative (%) | 0.1% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | -420250.18 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 89046.686 |
| 95-th percentile | 257181.38 |
| Maximum | 1505902.2 |
| Range | 1926152.4 |
| Interquartile range (IQR) | 89046.686 |
Descriptive statistics
| Standard deviation | 106307.03 |
|---|---|
| Coefficient of variation (CV) | 1.8234434 |
| Kurtosis | 11.778682 |
| Mean | 58300.155 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.9201726 |
| Sum | 2.2389079 × 1011 |
| Variance | 1.1301185 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2156420 | |
| 67.5 | 16049 | 0.4% |
| 130.5 | 3662 | 0.1% |
| 270 | 2313 | 0.1% |
| 135 | 921 | < 0.1% |
| 202.5 | 742 | < 0.1% |
| 450 | 536 | < 0.1% |
| 1345.5 | 312 | < 0.1% |
| 92043 | 252 | < 0.1% |
| 46570.5 | 235 | < 0.1% |
| Other values (1347894) | 1658870 |
| Value | Count | Frequency (%) |
| -420250.185 | 1 | |
| -261471.015 | 1 | |
| -259848.945 | 1 | |
| -240305.985 | 1 | |
| -223224.21 | 2 | |
| -202735.89 | 1 | |
| -189000 | 1 | |
| -135359.01 | 1 | |
| -130058.82 | 1 | |
| -104737.68 | 1 |
| Value | Count | Frequency (%) |
| 1505902.185 | 1 | |
| 1354829.265 | 1 | |
| 1354613.265 | 1 | |
| 1347979.5 | 1 | |
| 1329264.63 | 1 | |
| 1229704.065 | 1 | |
| 1218896.64 | 1 | |
| 1214812.395 | 1 | |
| 1210510.755 | 1 | |
| 1150643.16 | 1 |
AMT_CREDIT_LIMIT_ACTUAL
Real number (ℝ)
Zeros 
| Distinct | 181 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 153807.96 |
| Minimum | 0 |
|---|---|
| Maximum | 1350000 |
| Zeros | 753823 |
| Zeros (%) | 19.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 45000 |
| median | 112500 |
| Q3 | 180000 |
| 95-th percentile | 450000 |
| Maximum | 1350000 |
| Range | 1350000 |
| Interquartile range (IQR) | 135000 |
Descriptive statistics
| Standard deviation | 165145.7 |
|---|---|
| Coefficient of variation (CV) | 1.0737136 |
| Kurtosis | 5.1840466 |
| Mean | 153807.96 |
| Median Absolute Deviation (MAD) | 67500 |
| Skewness | 2.0597324 |
| Sum | 5.9067054 × 1011 |
| Variance | 2.7273102 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 753823 | |
| 180000 | 529292 | |
| 135000 | 430142 | |
| 45000 | 329932 | |
| 90000 | 319996 | |
| 67500 | 308866 | |
| 450000 | 238197 | 6.2% |
| 112500 | 182429 | 4.8% |
| 225000 | 162053 | 4.2% |
| 270000 | 125935 | 3.3% |
| Other values (171) | 459647 |
| Value | Count | Frequency (%) |
| 0 | 753823 | |
| 4500 | 1111 | < 0.1% |
| 9000 | 2215 | 0.1% |
| 13500 | 2413 | 0.1% |
| 18000 | 735 | < 0.1% |
| 22500 | 652 | < 0.1% |
| 27000 | 7415 | 0.2% |
| 31500 | 132 | < 0.1% |
| 36000 | 4473 | 0.1% |
| 40500 | 281 | < 0.1% |
| Value | Count | Frequency (%) |
| 1350000 | 145 | < 0.1% |
| 1237500 | 46 | < 0.1% |
| 1125000 | 22 | < 0.1% |
| 1012500 | 7 | < 0.1% |
| 900000 | 33583 | |
| 891000 | 6 | < 0.1% |
| 864000 | 7 | < 0.1% |
| 855000 | 1533 | < 0.1% |
| 837000 | 6 | < 0.1% |
| 828000 | 13 | < 0.1% |
AMT_DRAWINGS_ATM_CURRENT
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 2267 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 749816 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5961.3248 |
| Minimum | -6827.31 |
|---|---|
| Maximum | 2115000 |
| Zeros | 2665718 |
| Zeros (%) | 69.4% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | -6827.31 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 33750 |
| Maximum | 2115000 |
| Range | 2121827.3 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 28225.689 |
|---|---|
| Coefficient of variation (CV) | 4.7348013 |
| Kurtosis | 164.92753 |
| Mean | 5961.3248 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.6648423 |
| Sum | 1.8423451 × 1010 |
| Variance | 7.966895 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2665718 | |
| 4500 | 35851 | 0.9% |
| 9000 | 27726 | 0.7% |
| 45000 | 22946 | 0.6% |
| 2250 | 22854 | 0.6% |
| 22500 | 22676 | 0.6% |
| 13500 | 21198 | 0.6% |
| 6750 | 14712 | 0.4% |
| 18000 | 13318 | 0.3% |
| 90000 | 12034 | 0.3% |
| Other values (2257) | 231463 | 6.0% |
| (Missing) | 749816 | 19.5% |
| Value | Count | Frequency (%) |
| -6827.31 | 1 | < 0.1% |
| 0 | 2665718 | |
| 45 | 17 | < 0.1% |
| 90 | 9 | < 0.1% |
| 135 | 9 | < 0.1% |
| 180 | 8 | < 0.1% |
| 225 | 510 | < 0.1% |
| 228.375 | 1 | < 0.1% |
| 270 | 2 | < 0.1% |
| 315 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 2115000 | 1 | < 0.1% |
| 1676250 | 1 | < 0.1% |
| 1354500 | 1 | < 0.1% |
| 1350000 | 8 | |
| 1332000 | 1 | < 0.1% |
| 1305000 | 1 | < 0.1% |
| 1291950 | 1 | < 0.1% |
| 1237500 | 1 | < 0.1% |
| 1215000 | 1 | < 0.1% |
| 1172250 | 1 | < 0.1% |
AMT_DRAWINGS_CURRENT
Real number (ℝ)
High correlation  Zeros 
| Distinct | 187005 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7433.3882 |
| Minimum | -6211.62 |
|---|---|
| Maximum | 2287098.3 |
| Zeros | 3223443 |
| Zeros (%) | 83.9% |
| Negative | 3 |
| Negative (%) | < 0.1% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | -6211.62 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 45000 |
| Maximum | 2287098.3 |
| Range | 2293309.9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 33846.077 |
|---|---|
| Coefficient of variation (CV) | 4.5532504 |
| Kurtosis | 184.27441 |
| Mean | 7433.3882 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.065626 |
| Sum | 2.854653 × 1010 |
| Variance | 1.145557 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3223443 | |
| 4500 | 30257 | 0.8% |
| 9000 | 22968 | 0.6% |
| 2250 | 20212 | 0.5% |
| 45000 | 18947 | 0.5% |
| 22500 | 18670 | 0.5% |
| 13500 | 16964 | 0.4% |
| 6750 | 12658 | 0.3% |
| 18000 | 10729 | 0.3% |
| 90000 | 10169 | 0.3% |
| Other values (186995) | 455295 | 11.9% |
| Value | Count | Frequency (%) |
| -6211.62 | 1 | < 0.1% |
| -1687.5 | 1 | < 0.1% |
| -519.57 | 1 | < 0.1% |
| 0 | 3223443 | |
| 0.045 | 15 | < 0.1% |
| 0.09 | 12 | < 0.1% |
| 0.135 | 11 | < 0.1% |
| 0.18 | 15 | < 0.1% |
| 0.225 | 10 | < 0.1% |
| 0.27 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 2287098.315 | 1 | |
| 2239274.16 | 1 | |
| 2115000 | 1 | |
| 2060030.16 | 1 | |
| 1992949.2 | 1 | |
| 1933462.125 | 1 | |
| 1840173.57 | 1 | |
| 1783581.885 | 1 | |
| 1750619.43 | 1 | |
| 1593098.01 | 1 |
AMT_DRAWINGS_OTHER_CURRENT
Real number (ℝ)
High correlation  Missing  Skewed  Zeros 
| Distinct | 1832 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 749816 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 288.16958 |
| Minimum | 0 |
|---|---|
| Maximum | 1529847 |
| Zeros | 3078163 |
| Zeros (%) | 80.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1529847 |
| Range | 1529847 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8201.9893 |
|---|---|
| Coefficient of variation (CV) | 28.46237 |
| Kurtosis | 3628.0099 |
| Mean | 288.16958 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 50.57035 |
| Sum | 8.9058694 × 108 |
| Variance | 67272629 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3078163 | |
| 3343.5 | 782 | < 0.1% |
| 6682.5 | 460 | < 0.1% |
| 4455 | 441 | < 0.1% |
| 8910 | 319 | < 0.1% |
| 46800 | 242 | < 0.1% |
| 4680 | 235 | < 0.1% |
| 9360 | 216 | < 0.1% |
| 23400 | 209 | < 0.1% |
| 5571 | 195 | < 0.1% |
| Other values (1822) | 9234 | 0.2% |
| (Missing) | 749816 | 19.5% |
| Value | Count | Frequency (%) |
| 0 | 3078163 | |
| 234 | 1 | < 0.1% |
| 280.8 | 1 | < 0.1% |
| 459 | 2 | < 0.1% |
| 461.25 | 1 | < 0.1% |
| 468 | 4 | < 0.1% |
| 573.3 | 1 | < 0.1% |
| 695.25 | 1 | < 0.1% |
| 702 | 3 | < 0.1% |
| 826.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1529847 | 1 | |
| 1302750 | 1 | |
| 900000 | 2 | |
| 899910 | 2 | |
| 899437.5 | 1 | |
| 898560 | 2 | |
| 898546.5 | 1 | |
| 872100 | 1 | |
| 853740 | 1 | |
| 819000 | 1 |
AMT_DRAWINGS_POS_CURRENT
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 168748 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 749816 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2968.8048 |
| Minimum | 0 |
|---|---|
| Maximum | 2239274.2 |
| Zeros | 2825595 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 10116 |
| Maximum | 2239274.2 |
| Range | 2239274.2 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 20796.887 |
|---|---|
| Coefficient of variation (CV) | 7.0051378 |
| Kurtosis | 713.98839 |
| Mean | 2968.8048 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 19.421081 |
| Sum | 9.1750795 × 109 |
| Variance | 4.3251051 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2825595 | |
| 450 | 1287 | < 0.1% |
| 900 | 976 | < 0.1% |
| 2250 | 910 | < 0.1% |
| 4500 | 801 | < 0.1% |
| 1350 | 784 | < 0.1% |
| 225 | 609 | < 0.1% |
| 45000 | 462 | < 0.1% |
| 1800 | 407 | < 0.1% |
| 2700 | 379 | < 0.1% |
| Other values (168738) | 258286 | 6.7% |
| (Missing) | 749816 | 19.5% |
| Value | Count | Frequency (%) |
| 0 | 2825595 | |
| 0.045 | 1 | < 0.1% |
| 0.225 | 1 | < 0.1% |
| 0.45 | 1 | < 0.1% |
| 0.495 | 1 | < 0.1% |
| 0.54 | 1 | < 0.1% |
| 1.125 | 1 | < 0.1% |
| 1.215 | 1 | < 0.1% |
| 1.305 | 1 | < 0.1% |
| 2.025 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 2239274.16 | 1 | |
| 2060030.16 | 1 | |
| 1933462.125 | 1 | |
| 1896559.2 | 1 | |
| 1840173.57 | 1 | |
| 1750619.43 | 1 | |
| 1593098.01 | 1 | |
| 1579904.37 | 1 | |
| 1495476 | 1 | |
| 1495308.42 | 1 |
AMT_INST_MIN_REGULARITY
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 312266 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 305236 |
| Missing (%) | 7.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3540.2041 |
| Minimum | 0 |
|---|---|
| Maximum | 202882.01 |
| Zeros | 1928864 |
| Zeros (%) | 50.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6633.9112 |
| 95-th percentile | 13500 |
| Maximum | 202882.01 |
| Range | 202882.01 |
| Interquartile range (IQR) | 6633.9112 |
Descriptive statistics
| Standard deviation | 5600.1541 |
|---|---|
| Coefficient of variation (CV) | 1.5818732 |
| Kurtosis | 10.182549 |
| Mean | 3540.2041 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.4944311 |
| Sum | 1.2514891 × 1010 |
| Variance | 31361726 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1928864 | |
| 9000 | 225429 | 5.9% |
| 6750 | 147469 | 3.8% |
| 3375 | 127613 | 3.3% |
| 4500 | 124979 | 3.3% |
| 2250 | 108350 | 2.8% |
| 5625 | 82303 | 2.1% |
| 7875 | 53931 | 1.4% |
| 8100 | 34436 | 0.9% |
| 10800 | 28194 | 0.7% |
| Other values (312256) | 673508 | 17.5% |
| (Missing) | 305236 | 7.9% |
| Value | Count | Frequency (%) |
| 0 | 1928864 | |
| 0.045 | 149 | < 0.1% |
| 0.09 | 168 | < 0.1% |
| 0.135 | 56 | < 0.1% |
| 0.18 | 151 | < 0.1% |
| 0.225 | 150 | < 0.1% |
| 0.27 | 59 | < 0.1% |
| 0.315 | 26 | < 0.1% |
| 0.36 | 30 | < 0.1% |
| 0.405 | 61 | < 0.1% |
| Value | Count | Frequency (%) |
| 202882.005 | 1 | |
| 194198.31 | 1 | |
| 188976.6 | 1 | |
| 136760.625 | 1 | |
| 126728.145 | 1 | |
| 95604.21 | 2 | |
| 94903.965 | 1 | |
| 89710.65 | 1 | |
| 84588.3 | 1 | |
| 80755.245 | 2 |
AMT_PAYMENT_CURRENT
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 163209 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 767988 |
| Missing (%) | 20.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10280.538 |
| Minimum | 0 |
|---|---|
| Maximum | 4289207.4 |
| Zeros | 390507 |
| Zeros (%) | 10.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 152.37 |
| median | 2702.7 |
| Q3 | 9000 |
| 95-th percentile | 31500 |
| Maximum | 4289207.4 |
| Range | 4289207.4 |
| Interquartile range (IQR) | 8847.63 |
Descriptive statistics
| Standard deviation | 36078.085 |
|---|---|
| Coefficient of variation (CV) | 3.5093578 |
| Kurtosis | 315.7569 |
| Mean | 10280.538 |
| Median Absolute Deviation (MAD) | 2702.7 |
| Skewness | 12.990581 |
| Sum | 3.1585143 × 1010 |
| Variance | 1.3016282 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 390507 | 10.2% |
| 9000 | 257297 | 6.7% |
| 4500 | 143572 | 3.7% |
| 6750 | 128296 | 3.3% |
| 13500 | 100454 | 2.6% |
| 22500 | 56016 | 1.5% |
| 11250 | 45497 | 1.2% |
| 3375 | 44600 | 1.2% |
| 18000 | 37897 | 1.0% |
| 5625 | 35591 | 0.9% |
| Other values (163199) | 1832597 | |
| (Missing) | 767988 |
| Value | Count | Frequency (%) |
| 0 | 390507 | |
| 0.045 | 1585 | < 0.1% |
| 0.09 | 1094 | < 0.1% |
| 0.135 | 1364 | < 0.1% |
| 0.18 | 1260 | < 0.1% |
| 0.225 | 641 | < 0.1% |
| 0.27 | 1113 | < 0.1% |
| 0.315 | 897 | < 0.1% |
| 0.36 | 937 | < 0.1% |
| 0.405 | 657 | < 0.1% |
| Value | Count | Frequency (%) |
| 4289207.445 | 1 | |
| 2497500 | 1 | |
| 2436495.255 | 1 | |
| 2287098.315 | 1 | |
| 2115000 | 1 | |
| 1981395 | 1 | |
| 1941419.205 | 1 | |
| 1931526.27 | 1 | |
| 1849337.01 | 1 | |
| 1833509.385 | 1 |
AMT_PAYMENT_TOTAL_CURRENT
Real number (ℝ)
High correlation  Zeros 
| Distinct | 182957 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7588.8567 |
| Minimum | 0 |
|---|---|
| Maximum | 4278315.7 |
| Zeros | 2172223 |
| Zeros (%) | 56.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6750 |
| 95-th percentile | 23400 |
| Maximum | 4278315.7 |
| Range | 4278315.7 |
| Interquartile range (IQR) | 6750 |
Descriptive statistics
| Standard deviation | 32005.988 |
|---|---|
| Coefficient of variation (CV) | 4.217498 |
| Kurtosis | 393.25584 |
| Mean | 7588.8567 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.479719 |
| Sum | 2.9143578 × 1010 |
| Variance | 1.0243833 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2172223 | |
| 9000 | 250826 | 6.5% |
| 4500 | 139736 | 3.6% |
| 6750 | 126483 | 3.3% |
| 13500 | 94005 | 2.4% |
| 22500 | 49059 | 1.3% |
| 3375 | 44678 | 1.2% |
| 11250 | 42999 | 1.1% |
| 5625 | 35558 | 0.9% |
| 18000 | 34154 | 0.9% |
| Other values (182947) | 850591 | 22.1% |
| Value | Count | Frequency (%) |
| 0 | 2172223 | |
| 0.045 | 444 | < 0.1% |
| 0.09 | 589 | < 0.1% |
| 0.135 | 386 | < 0.1% |
| 0.18 | 559 | < 0.1% |
| 0.225 | 324 | < 0.1% |
| 0.27 | 365 | < 0.1% |
| 0.315 | 469 | < 0.1% |
| 0.36 | 380 | < 0.1% |
| 0.405 | 329 | < 0.1% |
| Value | Count | Frequency (%) |
| 4278315.69 | 1 | |
| 2495250 | 1 | |
| 2436495.255 | 1 | |
| 2286980.73 | 1 | |
| 2115000 | 1 | |
| 1981395 | 1 | |
| 1941419.205 | 1 | |
| 1931301.27 | 1 | |
| 1849112.01 | 1 | |
| 1833509.385 | 1 |
AMT_RECEIVABLE_PRINCIPAL
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1195839 |
|---|---|
| Distinct (%) | 31.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55965.877 |
| Minimum | -423305.82 |
|---|---|
| Maximum | 1472316.8 |
| Zeros | 2296167 |
| Zeros (%) | 59.8% |
| Negative | 2428 |
| Negative (%) | 0.1% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | -423305.82 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 85359.24 |
| 95-th percentile | 247803.41 |
| Maximum | 1472316.8 |
| Range | 1895622.6 |
| Interquartile range (IQR) | 85359.24 |
Descriptive statistics
| Standard deviation | 102533.62 |
|---|---|
| Coefficient of variation (CV) | 1.8320738 |
| Kurtosis | 11.958459 |
| Mean | 55965.877 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.9423162 |
| Sum | 2.1492643 × 1011 |
| Variance | 1.0513143 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2296167 | |
| 45000 | 5072 | 0.1% |
| 90000 | 4767 | 0.1% |
| 135000 | 4513 | 0.1% |
| 67500 | 3537 | 0.1% |
| 180000 | 3256 | 0.1% |
| 112500 | 2034 | 0.1% |
| 22500 | 1283 | < 0.1% |
| 225000 | 1229 | < 0.1% |
| 157500 | 1212 | < 0.1% |
| Other values (1195829) | 1517242 |
| Value | Count | Frequency (%) |
| -423305.82 | 1 | |
| -270288 | 1 | |
| -267615 | 1 | |
| -241042.005 | 1 | |
| -225000 | 1 | |
| -223224.21 | 1 | |
| -202735.89 | 1 | |
| -189000 | 1 | |
| -135867.105 | 1 | |
| -133982.235 | 1 |
| Value | Count | Frequency (%) |
| 1472316.795 | 1 | |
| 1354829.265 | 1 | |
| 1329264.63 | 1 | |
| 1325147.4 | 1 | |
| 1305440.145 | 1 | |
| 1229704.065 | 1 | |
| 1198599.435 | 1 | |
| 1185785.685 | 1 | |
| 1183951.8 | 1 | |
| 1150643.16 | 1 |
AMT_RECIVABLE
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1338878 |
|---|---|
| Distinct (%) | 34.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58088.811 |
| Minimum | -420250.18 |
|---|---|
| Maximum | 1493338.2 |
| Zeros | 2113816 |
| Zeros (%) | 55.0% |
| Negative | 109338 |
| Negative (%) | 2.8% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | -420250.18 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 88899.491 |
| 95-th percentile | 256445.41 |
| Maximum | 1493338.2 |
| Range | 1913588.4 |
| Interquartile range (IQR) | 88899.491 |
Descriptive statistics
| Standard deviation | 105965.37 |
|---|---|
| Coefficient of variation (CV) | 1.8241959 |
| Kurtosis | 11.71959 |
| Mean | 58088.811 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.9131725 |
| Sum | 2.2307916 × 1011 |
| Variance | 1.122866 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2113816 | |
| 67.5 | 3144 | 0.1% |
| 270 | 2301 | 0.1% |
| 130.5 | 825 | < 0.1% |
| 135 | 756 | < 0.1% |
| 202.5 | 699 | < 0.1% |
| 45000 | 645 | < 0.1% |
| 450 | 310 | < 0.1% |
| 90000 | 264 | < 0.1% |
| 135000 | 255 | < 0.1% |
| Other values (1338868) | 1717297 |
| Value | Count | Frequency (%) |
| -420250.185 | 1 | |
| -268834.545 | 1 | |
| -261777.015 | 1 | |
| -239950.485 | 1 | |
| -224569.71 | 1 | |
| -223224.21 | 1 | |
| -202380.39 | 1 | |
| -186505.2 | 1 | |
| -133442.235 | 1 | |
| -131946.39 | 1 |
| Value | Count | Frequency (%) |
| 1493338.185 | 1 | |
| 1354829.265 | 1 | |
| 1341252 | 1 | |
| 1334196.765 | 1 | |
| 1329264.63 | 1 | |
| 1229704.065 | 1 | |
| 1214812.395 | 1 | |
| 1210510.755 | 1 | |
| 1205441.64 | 1 | |
| 1150643.16 | 1 |
AMT_TOTAL_RECEIVABLE
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1339008 |
|---|---|
| Distinct (%) | 34.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58098.285 |
| Minimum | -420250.18 |
|---|---|
| Maximum | 1493338.2 |
| Zeros | 2113643 |
| Zeros (%) | 55.0% |
| Negative | 109330 |
| Negative (%) | 2.8% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | -420250.18 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 88914.51 |
| 95-th percentile | 256468.5 |
| Maximum | 1493338.2 |
| Range | 1913588.4 |
| Interquartile range (IQR) | 88914.51 |
Descriptive statistics
| Standard deviation | 105971.8 |
|---|---|
| Coefficient of variation (CV) | 1.8240091 |
| Kurtosis | 11.715925 |
| Mean | 58098.285 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.9126841 |
| Sum | 2.2311554 × 1011 |
| Variance | 1.1230023 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2113643 | |
| 67.5 | 3144 | 0.1% |
| 270 | 2301 | 0.1% |
| 130.5 | 825 | < 0.1% |
| 135 | 756 | < 0.1% |
| 202.5 | 699 | < 0.1% |
| 45000 | 645 | < 0.1% |
| 450 | 310 | < 0.1% |
| 90000 | 264 | < 0.1% |
| 135000 | 255 | < 0.1% |
| Other values (1338998) | 1717470 |
| Value | Count | Frequency (%) |
| -420250.185 | 1 | |
| -268834.545 | 1 | |
| -261777.015 | 1 | |
| -239950.485 | 1 | |
| -224569.71 | 1 | |
| -223224.21 | 1 | |
| -202380.39 | 1 | |
| -186505.2 | 1 | |
| -133442.235 | 1 | |
| -131946.39 | 1 |
| Value | Count | Frequency (%) |
| 1493338.185 | 1 | |
| 1354829.265 | 1 | |
| 1341252 | 1 | |
| 1334196.765 | 1 | |
| 1329264.63 | 1 | |
| 1229704.065 | 1 | |
| 1214812.395 | 1 | |
| 1210510.755 | 1 | |
| 1205441.64 | 1 | |
| 1150643.16 | 1 |
CNT_DRAWINGS_ATM_CURRENT
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 44 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 749816 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.30944903 |
| Minimum | 0 |
|---|---|
| Maximum | 51 |
| Zeros | 2665718 |
| Zeros (%) | 69.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 51 |
| Range | 51 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.1004012 |
|---|---|
| Coefficient of variation (CV) | 3.5560013 |
| Kurtosis | 81.549383 |
| Mean | 0.30944903 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.9066553 |
| Sum | 956351 |
| Variance | 1.2108828 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2665718 | |
| 1 | 213460 | 5.6% |
| 2 | 95647 | 2.5% |
| 3 | 46730 | 1.2% |
| 4 | 26335 | 0.7% |
| 5 | 14910 | 0.4% |
| 6 | 9179 | 0.2% |
| 7 | 5718 | 0.1% |
| 8 | 3992 | 0.1% |
| 9 | 2427 | 0.1% |
| Other values (34) | 6380 | 0.2% |
| (Missing) | 749816 | 19.5% |
| Value | Count | Frequency (%) |
| 0 | 2665718 | |
| 1 | 213460 | 5.6% |
| 2 | 95647 | 2.5% |
| 3 | 46730 | 1.2% |
| 4 | 26335 | 0.7% |
| 5 | 14910 | 0.4% |
| 6 | 9179 | 0.2% |
| 7 | 5718 | 0.1% |
| 8 | 3992 | 0.1% |
| 9 | 2427 | 0.1% |
| Value | Count | Frequency (%) |
| 51 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 41 | 2 | |
| 39 | 2 | |
| 38 | 3 | |
| 37 | 2 | |
| 36 | 3 | |
| 35 | 4 | |
| 34 | 4 |
CNT_DRAWINGS_CURRENT
Real number (ℝ)
High correlation  Zeros 
| Distinct | 129 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.70314391 |
| Minimum | 0 |
|---|---|
| Maximum | 165 |
| Zeros | 3229952 |
| Zeros (%) | 84.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.1903468 |
|---|---|
| Coefficient of variation (CV) | 4.5372601 |
| Kurtosis | 177.92831 |
| Mean | 0.70314391 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.635288 |
| Sum | 2700292 |
| Variance | 10.178313 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3229952 | |
| 1 | 231319 | 6.0% |
| 2 | 116762 | 3.0% |
| 3 | 65318 | 1.7% |
| 4 | 43290 | 1.1% |
| 5 | 28987 | 0.8% |
| 6 | 20768 | 0.5% |
| 7 | 15872 | 0.4% |
| 8 | 12345 | 0.3% |
| 9 | 9534 | 0.2% |
| Other values (119) | 66165 | 1.7% |
| Value | Count | Frequency (%) |
| 0 | 3229952 | |
| 1 | 231319 | 6.0% |
| 2 | 116762 | 3.0% |
| 3 | 65318 | 1.7% |
| 4 | 43290 | 1.1% |
| 5 | 28987 | 0.8% |
| 6 | 20768 | 0.5% |
| 7 | 15872 | 0.4% |
| 8 | 12345 | 0.3% |
| 9 | 9534 | 0.2% |
| Value | Count | Frequency (%) |
| 165 | 1 | < 0.1% |
| 162 | 2 | |
| 151 | 1 | < 0.1% |
| 143 | 1 | < 0.1% |
| 142 | 2 | |
| 136 | 1 | < 0.1% |
| 135 | 1 | < 0.1% |
| 130 | 2 | |
| 126 | 3 | |
| 124 | 4 |
CNT_DRAWINGS_OTHER_CURRENT
Real number (ℝ)
High correlation  Missing  Skewed  Zeros 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 749816 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0048124961 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 3077688 |
| Zeros (%) | 80.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.082638612 |
|---|---|
| Coefficient of variation (CV) | 17.171674 |
| Kurtosis | 1253.2563 |
| Mean | 0.0048124961 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 26.323819 |
| Sum | 14873 |
| Variance | 0.0068291402 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3077688 | |
| 1 | 11354 | 0.3% |
| 2 | 1076 | < 0.1% |
| 3 | 259 | < 0.1% |
| 4 | 65 | < 0.1% |
| 5 | 27 | < 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 3 | < 0.1% |
| 10 | 3 | < 0.1% |
| (Missing) | 749816 | 19.5% |
| Value | Count | Frequency (%) |
| 0 | 3077688 | |
| 1 | 11354 | 0.3% |
| 2 | 1076 | < 0.1% |
| 3 | 259 | < 0.1% |
| 4 | 65 | < 0.1% |
| 5 | 27 | < 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 3 | < 0.1% |
| 10 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 10 | 3 | < 0.1% |
| 8 | 3 | < 0.1% |
| 7 | 9 | < 0.1% |
| 6 | 11 | < 0.1% |
| 5 | 27 | < 0.1% |
| 4 | 65 | < 0.1% |
| 3 | 259 | < 0.1% |
| 2 | 1076 | < 0.1% |
| 1 | 11354 |
CNT_DRAWINGS_POS_CURRENT
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 133 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 749816 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.55947913 |
| Minimum | 0 |
|---|---|
| Maximum | 165 |
| Zeros | 2825594 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.2406491 |
|---|---|
| Coefficient of variation (CV) | 5.7922609 |
| Kurtosis | 192.55102 |
| Mean | 0.55947913 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.352616 |
| Sum | 1729068 |
| Variance | 10.501807 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2825594 | |
| 1 | 72216 | 1.9% |
| 2 | 41061 | 1.1% |
| 3 | 27337 | 0.7% |
| 4 | 20273 | 0.5% |
| 5 | 15149 | 0.4% |
| 6 | 12133 | 0.3% |
| 7 | 9773 | 0.3% |
| 8 | 7993 | 0.2% |
| 9 | 6627 | 0.2% |
| Other values (123) | 52340 | 1.4% |
| (Missing) | 749816 | 19.5% |
| Value | Count | Frequency (%) |
| 0 | 2825594 | |
| 1 | 72216 | 1.9% |
| 2 | 41061 | 1.1% |
| 3 | 27337 | 0.7% |
| 4 | 20273 | 0.5% |
| 5 | 15149 | 0.4% |
| 6 | 12133 | 0.3% |
| 7 | 9773 | 0.3% |
| 8 | 7993 | 0.2% |
| 9 | 6627 | 0.2% |
| Value | Count | Frequency (%) |
| 165 | 1 | |
| 162 | 2 | |
| 151 | 1 | |
| 143 | 1 | |
| 142 | 1 | |
| 140 | 1 | |
| 136 | 1 | |
| 135 | 1 | |
| 130 | 2 | |
| 126 | 2 |
CNT_INSTALMENT_MATURE_CUM
Real number (ℝ)
Missing  Zeros 
| Distinct | 121 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 305236 |
| Missing (%) | 7.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.825084 |
| Minimum | 0 |
|---|---|
| Maximum | 120 |
| Zeros | 551467 |
| Zeros (%) | 14.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 15 |
| Q3 | 32 |
| 95-th percentile | 61 |
| Maximum | 120 |
| Range | 120 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 20.051494 |
|---|---|
| Coefficient of variation (CV) | 0.96285297 |
| Kurtosis | 0.64032881 |
| Mean | 20.825084 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 1.0755883 |
| Sum | 73618254 |
| Variance | 402.0624 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 551467 | 14.4% |
| 5 | 91691 | 2.4% |
| 2 | 91035 | 2.4% |
| 4 | 89941 | 2.3% |
| 6 | 89829 | 2.3% |
| 3 | 89492 | 2.3% |
| 1 | 87306 | 2.3% |
| 7 | 87177 | 2.3% |
| 8 | 86882 | 2.3% |
| 9 | 81423 | 2.1% |
| Other values (111) | 2188833 | |
| (Missing) | 305236 | 7.9% |
| Value | Count | Frequency (%) |
| 0 | 551467 | |
| 1 | 87306 | 2.3% |
| 2 | 91035 | 2.4% |
| 3 | 89492 | 2.3% |
| 4 | 89941 | 2.3% |
| 5 | 91691 | 2.4% |
| 6 | 89829 | 2.3% |
| 7 | 87177 | 2.3% |
| 8 | 86882 | 2.3% |
| 9 | 81423 | 2.1% |
| Value | Count | Frequency (%) |
| 120 | 1 | < 0.1% |
| 119 | 2 | < 0.1% |
| 118 | 3 | < 0.1% |
| 117 | 4 | < 0.1% |
| 116 | 6 | < 0.1% |
| 115 | 10 | < 0.1% |
| 114 | 14 | |
| 113 | 19 | |
| 112 | 24 | |
| 111 | 32 |
NAME_CONTRACT_STATUS
Categorical
Imbalance 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 231.1 MiB |
| Active | |
|---|---|
| Completed | 128918 |
| Signed | 11058 |
| Demand | 1365 |
| Sent proposal | 513 |
| Other values (2) | 22 |
Length
| Max length | 13 |
|---|---|
| Median length | 6 |
| Mean length | 6.1016511 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Active |
|---|---|
| 2nd row | Active |
| 3rd row | Active |
| 4th row | Active |
| 5th row | Active |
Common Values
| Value | Count | Frequency (%) |
| Active | 3698436 | |
| Completed | 128918 | 3.4% |
| Signed | 11058 | 0.3% |
| Demand | 1365 | < 0.1% |
| Sent proposal | 513 | < 0.1% |
| Refused | 17 | < 0.1% |
| Approved | 5 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| active | 3698436 | |
| completed | 128918 | 3.4% |
| signed | 11058 | 0.3% |
| demand | 1365 | < 0.1% |
| sent | 513 | < 0.1% |
| proposal | 513 | < 0.1% |
| refused | 17 | < 0.1% |
| approved | 5 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3969247 | |
| t | 3827867 | |
| i | 3709494 | |
| A | 3698441 | |
| v | 3698441 | |
| c | 3698436 | |
| d | 141363 | 0.6% |
| m | 130283 | 0.6% |
| p | 129954 | 0.6% |
| o | 129949 | 0.6% |
| Other values (13) | 298769 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 23432244 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3969247 | |
| t | 3827867 | |
| i | 3709494 | |
| A | 3698441 | |
| v | 3698441 | |
| c | 3698436 | |
| d | 141363 | 0.6% |
| m | 130283 | 0.6% |
| p | 129954 | 0.6% |
| o | 129949 | 0.6% |
| Other values (13) | 298769 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 23432244 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3969247 | |
| t | 3827867 | |
| i | 3709494 | |
| A | 3698441 | |
| v | 3698441 | |
| c | 3698436 | |
| d | 141363 | 0.6% |
| m | 130283 | 0.6% |
| p | 129954 | 0.6% |
| o | 129949 | 0.6% |
| Other values (13) | 298769 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 23432244 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3969247 | |
| t | 3827867 | |
| i | 3709494 | |
| A | 3698441 | |
| v | 3698441 | |
| c | 3698436 | |
| d | 141363 | 0.6% |
| m | 130283 | 0.6% |
| p | 129954 | 0.6% |
| o | 129949 | 0.6% |
| Other values (13) | 298769 | 1.3% |
SK_DPD
Real number (ℝ)
High correlation  Zeros 
| Distinct | 917 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.2836673 |
| Minimum | 0 |
|---|---|
| Maximum | 3260 |
| Zeros | 3686957 |
| Zeros (%) | 96.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 3260 |
| Range | 3260 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 97.5157 |
|---|---|
| Coefficient of variation (CV) | 10.504006 |
| Kurtosis | 190.37264 |
| Mean | 9.2836673 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.94699 |
| Sum | 35652179 |
| Variance | 9509.3118 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3686957 | |
| 1 | 90369 | 2.4% |
| 8 | 2772 | 0.1% |
| 32 | 2340 | 0.1% |
| 7 | 1797 | < 0.1% |
| 62 | 1406 | < 0.1% |
| 31 | 1290 | < 0.1% |
| 366 | 959 | < 0.1% |
| 93 | 899 | < 0.1% |
| 18 | 837 | < 0.1% |
| Other values (907) | 50686 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 3686957 | |
| 1 | 90369 | 2.4% |
| 5 | 532 | < 0.1% |
| 6 | 99 | < 0.1% |
| 7 | 1797 | < 0.1% |
| 8 | 2772 | 0.1% |
| 9 | 37 | < 0.1% |
| 10 | 9 | < 0.1% |
| 11 | 152 | < 0.1% |
| 12 | 222 | < 0.1% |
| Value | Count | Frequency (%) |
| 3260 | 1 | |
| 3229 | 1 | |
| 3198 | 1 | |
| 3168 | 1 | |
| 3137 | 1 | |
| 3107 | 1 | |
| 3076 | 1 | |
| 3045 | 1 | |
| 3015 | 1 | |
| 2984 | 1 |
SK_DPD_DEF
Real number (ℝ)
High correlation  Skewed  Zeros 
| Distinct | 378 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.33162201 |
| Minimum | 0 |
|---|---|
| Maximum | 3260 |
| Zeros | 3750972 |
| Zeros (%) | 97.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 29.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 3260 |
| Range | 3260 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 21.479231 |
|---|---|
| Coefficient of variation (CV) | 64.770222 |
| Kurtosis | 9007.739 |
| Mean | 0.33162201 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 89.830434 |
| Sum | 1273532 |
| Variance | 461.35738 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3750972 | |
| 1 | 83080 | 2.2% |
| 8 | 1729 | < 0.1% |
| 7 | 1176 | < 0.1% |
| 32 | 492 | < 0.1% |
| 5 | 406 | < 0.1% |
| 31 | 291 | < 0.1% |
| 18 | 253 | < 0.1% |
| 12 | 125 | < 0.1% |
| 62 | 114 | < 0.1% |
| Other values (368) | 1674 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3750972 | |
| 1 | 83080 | 2.2% |
| 5 | 406 | < 0.1% |
| 6 | 83 | < 0.1% |
| 7 | 1176 | < 0.1% |
| 8 | 1729 | < 0.1% |
| 9 | 24 | < 0.1% |
| 10 | 7 | < 0.1% |
| 11 | 82 | < 0.1% |
| 12 | 125 | < 0.1% |
| Value | Count | Frequency (%) |
| 3260 | 1 | |
| 3229 | 1 | |
| 3198 | 1 | |
| 3168 | 1 | |
| 3137 | 1 | |
| 3107 | 1 | |
| 3076 | 1 | |
| 3045 | 1 | |
| 3015 | 1 | |
| 2984 | 1 |
Interactions
Correlations
| AMT_BALANCE | AMT_CREDIT_LIMIT_ACTUAL | AMT_DRAWINGS_ATM_CURRENT | AMT_DRAWINGS_CURRENT | AMT_DRAWINGS_OTHER_CURRENT | AMT_DRAWINGS_POS_CURRENT | AMT_INST_MIN_REGULARITY | AMT_PAYMENT_CURRENT | AMT_PAYMENT_TOTAL_CURRENT | AMT_RECEIVABLE_PRINCIPAL | AMT_RECIVABLE | AMT_TOTAL_RECEIVABLE | CNT_DRAWINGS_ATM_CURRENT | CNT_DRAWINGS_CURRENT | CNT_DRAWINGS_OTHER_CURRENT | CNT_DRAWINGS_POS_CURRENT | CNT_INSTALMENT_MATURE_CUM | MONTHS_BALANCE | NAME_CONTRACT_STATUS | SK_DPD | SK_DPD_DEF | SK_ID_CURR | SK_ID_PREV | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AMT_BALANCE | 1.000 | 0.466 | 0.419 | 0.504 | 0.058 | 0.269 | 0.919 | 0.683 | 0.799 | 0.977 | 0.971 | 0.971 | 0.420 | 0.508 | 0.055 | 0.270 | 0.129 | -0.166 | 0.030 | 0.155 | 0.163 | 0.003 | 0.000 |
| AMT_CREDIT_LIMIT_ACTUAL | 0.466 | 1.000 | 0.274 | 0.310 | 0.030 | 0.277 | 0.486 | 0.490 | 0.431 | 0.460 | 0.458 | 0.458 | 0.270 | 0.309 | 0.026 | 0.275 | -0.076 | 0.067 | 0.020 | 0.003 | 0.023 | 0.007 | 0.005 |
| AMT_DRAWINGS_ATM_CURRENT | 0.419 | 0.274 | 1.000 | 0.808 | 0.014 | 0.180 | 0.299 | 0.276 | 0.279 | 0.413 | 0.407 | 0.407 | 0.997 | 0.787 | 0.012 | 0.180 | -0.125 | 0.001 | 0.006 | -0.025 | 0.009 | 0.003 | 0.004 |
| AMT_DRAWINGS_CURRENT | 0.504 | 0.310 | 0.808 | 1.000 | 0.133 | 0.621 | 0.372 | 0.361 | 0.404 | 0.502 | 0.491 | 0.490 | 0.804 | 0.990 | 0.130 | 0.619 | -0.075 | 0.076 | 0.005 | -0.025 | 0.005 | 0.003 | 0.001 |
| AMT_DRAWINGS_OTHER_CURRENT | 0.058 | 0.030 | 0.014 | 0.133 | 1.000 | 0.009 | 0.025 | 0.020 | 0.020 | 0.058 | 0.057 | 0.057 | 0.013 | 0.117 | 0.981 | 0.008 | -0.025 | -0.030 | 0.002 | -0.004 | 0.001 | -0.001 | -0.002 |
| AMT_DRAWINGS_POS_CURRENT | 0.269 | 0.277 | 0.180 | 0.621 | 0.009 | 1.000 | 0.187 | 0.272 | 0.262 | 0.269 | 0.263 | 0.263 | 0.179 | 0.661 | 0.008 | 0.999 | -0.226 | 0.257 | 0.003 | -0.054 | -0.037 | 0.001 | 0.003 |
| AMT_INST_MIN_REGULARITY | 0.919 | 0.486 | 0.299 | 0.372 | 0.025 | 0.187 | 1.000 | 0.757 | 0.852 | 0.903 | 0.887 | 0.887 | 0.302 | 0.380 | 0.022 | 0.189 | 0.173 | -0.243 | 0.058 | 0.072 | 0.156 | 0.003 | 0.003 |
| AMT_PAYMENT_CURRENT | 0.683 | 0.490 | 0.276 | 0.361 | 0.020 | 0.272 | 0.757 | 1.000 | 0.882 | 0.670 | 0.642 | 0.642 | 0.276 | 0.368 | 0.019 | 0.272 | -0.125 | -0.078 | 0.003 | -0.216 | -0.116 | 0.003 | 0.006 |
| AMT_PAYMENT_TOTAL_CURRENT | 0.799 | 0.431 | 0.279 | 0.404 | 0.020 | 0.262 | 0.852 | 0.882 | 1.000 | 0.777 | 0.764 | 0.764 | 0.280 | 0.410 | 0.017 | 0.263 | 0.096 | -0.122 | 0.003 | -0.070 | -0.017 | 0.004 | -0.001 |
| AMT_RECEIVABLE_PRINCIPAL | 0.977 | 0.460 | 0.413 | 0.502 | 0.058 | 0.269 | 0.903 | 0.670 | 0.777 | 1.000 | 0.971 | 0.971 | 0.414 | 0.506 | 0.054 | 0.269 | 0.105 | -0.154 | 0.031 | 0.077 | 0.163 | 0.004 | 0.001 |
| AMT_RECIVABLE | 0.971 | 0.458 | 0.407 | 0.491 | 0.057 | 0.263 | 0.887 | 0.642 | 0.764 | 0.971 | 1.000 | 1.000 | 0.408 | 0.494 | 0.053 | 0.263 | 0.101 | -0.132 | 0.031 | 0.154 | 0.163 | 0.003 | 0.000 |
| AMT_TOTAL_RECEIVABLE | 0.971 | 0.458 | 0.407 | 0.490 | 0.057 | 0.263 | 0.887 | 0.642 | 0.764 | 0.971 | 1.000 | 1.000 | 0.408 | 0.494 | 0.053 | 0.263 | 0.101 | -0.132 | 0.031 | 0.154 | 0.163 | 0.003 | 0.000 |
| CNT_DRAWINGS_ATM_CURRENT | 0.420 | 0.270 | 0.997 | 0.804 | 0.013 | 0.179 | 0.302 | 0.276 | 0.280 | 0.414 | 0.408 | 0.408 | 1.000 | 0.789 | 0.012 | 0.180 | -0.122 | -0.004 | 0.010 | -0.023 | 0.011 | 0.003 | 0.003 |
| CNT_DRAWINGS_CURRENT | 0.508 | 0.309 | 0.787 | 0.990 | 0.117 | 0.661 | 0.380 | 0.368 | 0.410 | 0.506 | 0.494 | 0.494 | 0.789 | 1.000 | 0.119 | 0.662 | -0.076 | 0.079 | 0.007 | -0.024 | 0.007 | 0.003 | 0.001 |
| CNT_DRAWINGS_OTHER_CURRENT | 0.055 | 0.026 | 0.012 | 0.130 | 0.981 | 0.008 | 0.022 | 0.019 | 0.017 | 0.054 | 0.053 | 0.053 | 0.012 | 0.119 | 1.000 | 0.008 | -0.024 | -0.029 | 0.002 | -0.004 | 0.000 | -0.000 | -0.002 |
| CNT_DRAWINGS_POS_CURRENT | 0.270 | 0.275 | 0.180 | 0.619 | 0.008 | 0.999 | 0.189 | 0.272 | 0.263 | 0.269 | 0.263 | 0.263 | 0.180 | 0.662 | 0.008 | 1.000 | -0.226 | 0.259 | 0.009 | -0.054 | -0.037 | 0.001 | 0.003 |
| CNT_INSTALMENT_MATURE_CUM | 0.129 | -0.076 | -0.125 | -0.075 | -0.025 | -0.226 | 0.173 | -0.125 | 0.096 | 0.105 | 0.101 | 0.101 | -0.122 | -0.076 | -0.024 | -0.226 | 1.000 | -0.204 | 0.055 | 0.125 | 0.081 | 0.000 | -0.007 |
| MONTHS_BALANCE | -0.166 | 0.067 | 0.001 | 0.076 | -0.030 | 0.257 | -0.243 | -0.078 | -0.122 | -0.154 | -0.132 | -0.132 | -0.004 | 0.079 | -0.029 | 0.259 | -0.204 | 1.000 | 0.082 | -0.105 | -0.128 | 0.001 | 0.003 |
| NAME_CONTRACT_STATUS | 0.030 | 0.020 | 0.006 | 0.005 | 0.002 | 0.003 | 0.058 | 0.003 | 0.003 | 0.031 | 0.031 | 0.031 | 0.010 | 0.007 | 0.002 | 0.009 | 0.055 | 0.082 | 1.000 | 0.094 | 0.285 | 0.006 | 0.008 |
| SK_DPD | 0.155 | 0.003 | -0.025 | -0.025 | -0.004 | -0.054 | 0.072 | -0.216 | -0.070 | 0.077 | 0.154 | 0.154 | -0.023 | -0.024 | -0.004 | -0.054 | 0.125 | -0.105 | 0.094 | 1.000 | 0.745 | -0.002 | -0.004 |
| SK_DPD_DEF | 0.163 | 0.023 | 0.009 | 0.005 | 0.001 | -0.037 | 0.156 | -0.116 | -0.017 | 0.163 | 0.163 | 0.163 | 0.011 | 0.007 | 0.000 | -0.037 | 0.081 | -0.128 | 0.285 | 0.745 | 1.000 | -0.001 | -0.004 |
| SK_ID_CURR | 0.003 | 0.007 | 0.003 | 0.003 | -0.001 | 0.001 | 0.003 | 0.003 | 0.004 | 0.004 | 0.003 | 0.003 | 0.003 | 0.003 | -0.000 | 0.001 | 0.000 | 0.001 | 0.006 | -0.002 | -0.001 | 1.000 | 0.005 |
| SK_ID_PREV | 0.000 | 0.005 | 0.004 | 0.001 | -0.002 | 0.003 | 0.003 | 0.006 | -0.001 | 0.001 | 0.000 | 0.000 | 0.003 | 0.001 | -0.002 | 0.003 | -0.007 | 0.003 | 0.008 | -0.004 | -0.004 | 0.005 | 1.000 |
Missing values
Sample
| SK_ID_PREV | SK_ID_CURR | MONTHS_BALANCE | AMT_BALANCE | AMT_CREDIT_LIMIT_ACTUAL | AMT_DRAWINGS_ATM_CURRENT | AMT_DRAWINGS_CURRENT | AMT_DRAWINGS_OTHER_CURRENT | AMT_DRAWINGS_POS_CURRENT | AMT_INST_MIN_REGULARITY | AMT_PAYMENT_CURRENT | AMT_PAYMENT_TOTAL_CURRENT | AMT_RECEIVABLE_PRINCIPAL | AMT_RECIVABLE | AMT_TOTAL_RECEIVABLE | CNT_DRAWINGS_ATM_CURRENT | CNT_DRAWINGS_CURRENT | CNT_DRAWINGS_OTHER_CURRENT | CNT_DRAWINGS_POS_CURRENT | CNT_INSTALMENT_MATURE_CUM | NAME_CONTRACT_STATUS | SK_DPD | SK_DPD_DEF | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2562384 | 378907 | -6 | 56.970 | 135000 | 0.0 | 877.500 | 0.0 | 877.500 | 1700.325 | 1800.000 | 1800.000 | 0.000 | 0.000 | 0.000 | 0.0 | 1 | 0.0 | 1.0 | 35.0 | Active | 0 | 0 |
| 1 | 2582071 | 363914 | -1 | 63975.555 | 45000 | 2250.0 | 2250.000 | 0.0 | 0.000 | 2250.000 | 2250.000 | 2250.000 | 60175.080 | 64875.555 | 64875.555 | 1.0 | 1 | 0.0 | 0.0 | 69.0 | Active | 0 | 0 |
| 2 | 1740877 | 371185 | -7 | 31815.225 | 450000 | 0.0 | 0.000 | 0.0 | 0.000 | 2250.000 | 2250.000 | 2250.000 | 26926.425 | 31460.085 | 31460.085 | 0.0 | 0 | 0.0 | 0.0 | 30.0 | Active | 0 | 0 |
| 3 | 1389973 | 337855 | -4 | 236572.110 | 225000 | 2250.0 | 2250.000 | 0.0 | 0.000 | 11795.760 | 11925.000 | 11925.000 | 224949.285 | 233048.970 | 233048.970 | 1.0 | 1 | 0.0 | 0.0 | 10.0 | Active | 0 | 0 |
| 4 | 1891521 | 126868 | -1 | 453919.455 | 450000 | 0.0 | 11547.000 | 0.0 | 11547.000 | 22924.890 | 27000.000 | 27000.000 | 443044.395 | 453919.455 | 453919.455 | 0.0 | 1 | 0.0 | 1.0 | 101.0 | Active | 0 | 0 |
| 5 | 2646502 | 380010 | -7 | 82903.815 | 270000 | 0.0 | 0.000 | 0.0 | 0.000 | 4449.105 | 3825.000 | 3825.000 | 80519.040 | 82773.315 | 82773.315 | 0.0 | 0 | 0.0 | 0.0 | 2.0 | Active | 7 | 0 |
| 6 | 1079071 | 171320 | -6 | 353451.645 | 585000 | 67500.0 | 67500.000 | 0.0 | 0.000 | 14684.175 | 15750.000 | 15750.000 | 345433.860 | 351881.145 | 351881.145 | 1.0 | 1 | 0.0 | 0.0 | 6.0 | Active | 0 | 0 |
| 7 | 2095912 | 118650 | -7 | 47962.125 | 45000 | 45000.0 | 45000.000 | 0.0 | 0.000 | 0.000 | 264.690 | 0.000 | 44735.310 | 47962.125 | 47962.125 | 1.0 | 1 | 0.0 | 0.0 | 51.0 | Active | 0 | 0 |
| 8 | 2181852 | 367360 | -4 | 291543.075 | 292500 | 90000.0 | 289339.425 | 0.0 | 199339.425 | 130.500 | 4093.515 | 4093.515 | 285376.410 | 286831.575 | 286831.575 | 3.0 | 8 | 0.0 | 5.0 | 3.0 | Active | 0 | 0 |
| 9 | 1235299 | 203885 | -5 | 201261.195 | 225000 | 76500.0 | 111026.700 | 0.0 | 34526.700 | 6338.340 | 45000.000 | 45000.000 | 192793.275 | 197224.695 | 197224.695 | 3.0 | 9 | 0.0 | 6.0 | 38.0 | Active | 0 | 0 |
| SK_ID_PREV | SK_ID_CURR | MONTHS_BALANCE | AMT_BALANCE | AMT_CREDIT_LIMIT_ACTUAL | AMT_DRAWINGS_ATM_CURRENT | AMT_DRAWINGS_CURRENT | AMT_DRAWINGS_OTHER_CURRENT | AMT_DRAWINGS_POS_CURRENT | AMT_INST_MIN_REGULARITY | AMT_PAYMENT_CURRENT | AMT_PAYMENT_TOTAL_CURRENT | AMT_RECEIVABLE_PRINCIPAL | AMT_RECIVABLE | AMT_TOTAL_RECEIVABLE | CNT_DRAWINGS_ATM_CURRENT | CNT_DRAWINGS_CURRENT | CNT_DRAWINGS_OTHER_CURRENT | CNT_DRAWINGS_POS_CURRENT | CNT_INSTALMENT_MATURE_CUM | NAME_CONTRACT_STATUS | SK_DPD | SK_DPD_DEF | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3840302 | 2032117 | 355450 | -11 | 0.000 | 45000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3157.920 | 0.000 | 0.00 | 0.000 | 0.000 | 0.0 | 0 | 0.0 | 0.0 | 36.0 | Active | 0 | 0 |
| 3840303 | 1307188 | 385981 | -9 | 0.000 | 0 | NaN | 0.0 | NaN | NaN | 0.0 | NaN | 0.000 | 0.00 | 0.000 | 0.000 | NaN | 0 | NaN | NaN | 0.0 | Active | 0 | 0 |
| 3840304 | 1301378 | 303373 | -15 | 0.000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 360.225 | 0.000 | 0.00 | 0.000 | 0.000 | 0.0 | 0 | 0.0 | 0.0 | 60.0 | Active | 0 | 0 |
| 3840305 | 2621524 | 172581 | -11 | 0.000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.860 | 0.000 | 0.00 | 0.000 | 0.000 | 0.0 | 0 | 0.0 | 0.0 | 21.0 | Active | 0 | 0 |
| 3840306 | 1410474 | 255737 | -13 | 0.000 | 180000 | NaN | 0.0 | NaN | NaN | 0.0 | NaN | 0.000 | 0.00 | 0.000 | 0.000 | NaN | 0 | NaN | NaN | 0.0 | Active | 0 | 0 |
| 3840307 | 1036507 | 328243 | -9 | 0.000 | 45000 | NaN | 0.0 | NaN | NaN | 0.0 | NaN | 0.000 | 0.00 | 0.000 | 0.000 | NaN | 0 | NaN | NaN | 0.0 | Active | 0 | 0 |
| 3840308 | 1714892 | 347207 | -9 | 0.000 | 45000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1879.110 | 0.000 | 0.00 | 0.000 | 0.000 | 0.0 | 0 | 0.0 | 0.0 | 23.0 | Active | 0 | 0 |
| 3840309 | 1302323 | 215757 | -9 | 275784.975 | 585000 | 270000.0 | 270000.0 | 0.0 | 0.0 | 2250.0 | 375750.000 | 356994.675 | 269356.14 | 273093.975 | 273093.975 | 2.0 | 2 | 0.0 | 0.0 | 18.0 | Active | 0 | 0 |
| 3840310 | 1624872 | 430337 | -10 | 0.000 | 450000 | NaN | 0.0 | NaN | NaN | 0.0 | NaN | 0.000 | 0.00 | 0.000 | 0.000 | NaN | 0 | NaN | NaN | 0.0 | Active | 0 | 0 |
| 3840311 | 2411345 | 236760 | -10 | 0.000 | 157500 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000 | 0.000 | 0.00 | 0.000 | 0.000 | 0.0 | 0 | 0.0 | 0.0 | 21.0 | Completed | 0 | 0 |